Evidence map›Paper›PMID 42141069›Full record

ArticleScientific reports2026

Integrated immune, apoptotic and mitochondrial gene dysregulation in Long COVID and their association with symptom burden at 10 months post-infection.

Yumna Hamid Ali, Uzair Abbas, Muhib Ullah Khalid, Ishfaque Ahmed, Niaz Hussain, Israr Baloch, Haniah Mahboob, Ali Ahsan Zafar, Usama Abdul Musawwir

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Yumna Hamid AliDepartment of Pathology and Laboratory Medicine, Aga Khan University, Karachi, Pakistan.
Uzair AbbasDepartment of Physiology, Dow University of Health Sciences, Karachi, Pakistan. uzair.abbas@duhs.edu.pk.
Muhib Ullah KhalidDow University Hospital, Dow University of Health Sciences, Karachi, Pakistan.
Ishfaque AhmedSindh Infectious Diseases Hospital and Research Center, Dow University of Health Sciences, Karachi, Pakistan.
Niaz HussainDow University Hospital, Dow University of Health Sciences, Karachi, Pakistan.
Israr BalochDepartment of Internal Medicine, Lehigh Valley Hospital Cedar Crest, Allentown, PA, USA.
Haniah MahboobDow University Hospital, Dow University of Health Sciences, Karachi, Pakistan.
Ali Ahsan ZafarDow University Hospital, Dow University of Health Sciences, Karachi, Pakistan.
Usama Abdul MusawwirDepartment of Physiology, Dow University of Health Sciences, Karachi, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Long COVID is characterized by persistent symptoms following acute SARS-CoV-2 infection, yet its biological mechanisms remain incompletely understood. Emerging evidence suggests that immune dysregulation, mitochondrial dysfunction, and altered cell survival pathways may contribute to prolonged symptomatology. In this cross-sectional study, peripheral blood mononuclear cells were collected from individuals with Long COVID approximately 10 months post-infection and from recovered individuals without Long COVID symptoms. Symptom burden was assessed using a composite domain-based score. mRNA expression of immune and antiviral genes (IL-6, IL-1β, IL-10, SOCS3, HIF-1α, OAS1, MAVS, IFN-α, IFN-γ), anti-apoptotic markers (MCL1, BCL-2, XIAP, LIVIN), cell cycle kinases (CDK4, CDK6), mitochondrial biogenesis and dynamics markers (NRF1, TFAM, PGC-1α, DRP1, MFN1/2, OPA1), and mitophagy regulators (PARKIN, PINK1) were quantified using quantitative real-time PCR. Data was analyzed by SPSS and GraphPad Prism. Individuals with Long COVID demonstrated significantly higher expressions of IL-6, IL-1β, IL-10, SOCS3, HIF-1α, OAS1, MAVS, NRF1, DRP1, PARKIN, MCL1, and LIVIN compared with recovered controls after using the Benjamini-Hochberg False Discovery Rate (FDR) method. Several transcriptional markers, particularly HIF-1α, IL-1β, IL-10, and NRF1, remained independently associated with symptom burden after adjustment for age and sex. Correlation analysis demonstrated coordinated transcriptional co-expression patterns across immune, antiviral, mitochondrial, and apoptosis-related genes. Long COVID at 10 months post-infection is associated with coordinated transcriptional alterations across multiple biological pathways. The association of these changes with symptom burden suggests a potential link between persistent immunometabolic activation and clinical manifestations. These findings are exploratory and highlight the need for longitudinal and functional studies to further elucidate underlying mechanisms.

Indexed as

ApoptosisCOVID-19Genes, MitochondrialMitochondriaAdultCross-Sectional StudiesFemaleGene Expression RegulationHumansLeukocytes, MononuclearMaleMiddle AgedPost-Acute COVID-19 SyndromeSARS-CoV-2Symptom BurdenGene expressionImmune dysregulationInflammationLong COVIDMitochondrial dysfunction

Identifiers

PMID42141069
PMCPMC13369663

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